{"id":"W1969070712","doi":"10.2147/opth.s79032","title":"Ophthalmology on social networking sites: an observational study of Facebook, Twitter, and LinkedIn","year":2015,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Social media; Popularity; Medicine; Ophthalmology; Observational study; Psychology; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004560254,0.0001620497,0.0005843544,0.00009967826,0.0003850222,0.00002225198,0.0003587689,0.0005774112,0.0001662923],"category_scores_gemma":[0.006845564,0.0001717666,0.0000671405,0.0003156527,0.0009763106,0.0001306562,0.00009468585,0.0005023458,0.0000340005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001157854,"about_ca_system_score_gemma":0.0006439972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408003,"about_ca_topic_score_gemma":0.00008842045,"domain_scores_codex":[0.9945799,0.003044511,0.0009565125,0.0005173999,0.0004399031,0.000461798],"domain_scores_gemma":[0.9917324,0.006788164,0.0004724598,0.0002234238,0.0003575406,0.0004260159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001911875,0.001398112,0.9620823,0.000007901818,0.00002729203,0.00005256153,0.03034575,0.000005912966,0.000002427801,0.001416455,0.0005516217,0.003918488],"study_design_scores_gemma":[0.001359123,0.003691269,0.9666646,0.00001133282,0.00003271921,0.0000404382,0.01877253,0.00003931021,6.479527e-7,0.005640113,0.003556774,0.0001912017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842943,0.00005311402,0.000001445142,0.002318009,0.007543259,0.001562,0.000002632466,0.000037501,0.004187746],"genre_scores_gemma":[0.9936709,0.0000120451,0.0002388296,0.0003004656,0.005294511,0.0003412555,0.00001680624,0.00002041721,0.0001047405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01157322,"threshold_uncertainty_score":0.8195274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8996445007734089,"score_gpt":0.626578667944503,"score_spread":0.2730658328289058,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}